{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Eden AI"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Eden AI is an AI consulting company that was founded to use its resources to empower people and create impactful products that use AI to improve the quality of life for individuals, businesses and societies at large."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This example goes over how to use LangChain to interact with Eden AI models\n",
    "\n",
    "-----------------------------------------------------------------------------------\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Accessing the EDENAI's API requires an API key, \n",
    "\n",
    "which you can get by creating an account https://app.edenai.run/user/register  and heading here https://app.edenai.run/admin/account/settings\n",
    "\n",
    "Once we have a key we'll want to set it as an environment variable by running:\n",
    "\n",
    "```bash\n",
    "export EDENAI_API_KEY=\"...\"\n",
    "```"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "If you'd prefer not to set an environment variable you can pass the key in directly via the edenai_api_key named parameter\n",
    "\n",
    " when initiating the EdenAI LLM class:\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "from langchain_community.llms import EdenAI"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "llm = EdenAI(edenai_api_key=\"...\", provider=\"openai\", temperature=0.2, max_tokens=250)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Calling a model\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The EdenAI API brings together various providers, each offering multiple models.\n",
    "\n",
    "To access a specific model, you can simply use the \"settings\" when calling.\n",
    "\n",
    "For instance, let's explore the models provided by OpenAI, such as GPT3.5 "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### text generation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "\" No, a dog cannot drive a car.\\n\\nReasoning: \\n\\n1. A dog does not have the physical capability to operate a car. \\n2. A dog does not have the cognitive ability to understand the rules of the road and the mechanics of driving. \\n3. A dog does not have a driver's license, which is a legal requirement to operate a motor vehicle. \\n\\nTherefore, a dog cannot drive a car.\""
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from langchain.chains import LLMChain\n",
    "from langchain.prompts import PromptTemplate\n",
    "\n",
    "llm = EdenAI(\n",
    "    feature=\"text\",\n",
    "    provider=\"openai\",\n",
    "    model=\"gpt-3.5-turbo-instruct\",\n",
    "    temperature=0.2,\n",
    "    max_tokens=250,\n",
    ")\n",
    "\n",
    "prompt = \"\"\"\n",
    "User: Answer the following yes/no question by reasoning step by step. Can a dog drive a car?\n",
    "Assistant:\n",
    "\"\"\"\n",
    "\n",
    "llm(prompt, settings={\"openai\": \"text-davinci-003\"})"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### image generation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import base64\n",
    "from io import BytesIO\n",
    "\n",
    "from PIL import Image\n",
    "\n",
    "\n",
    "def print_base64_image(base64_string):\n",
    "    # Decode the base64 string into binary data\n",
    "    decoded_data = base64.b64decode(base64_string)\n",
    "\n",
    "    # Create an in-memory stream to read the binary data\n",
    "    image_stream = BytesIO(decoded_data)\n",
    "\n",
    "    # Open the image using PIL\n",
    "    image = Image.open(image_stream)\n",
    "\n",
    "    # Display the image\n",
    "    image.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "text2image = EdenAI(feature=\"image\", provider=\"openai\", resolution=\"512x512\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "image_output = text2image(\"A cat riding a motorcycle by Picasso\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "print_base64_image(image_output)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### text generation with callback"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " No, a dog cannot drive a car.\n",
      "\n",
      "Reasoning:\n",
      "\n",
      "1. Driving a car requires a driver's license, which only humans can obtain. \n",
      "2. Driving a car requires the ability to understand and follow traffic laws, which only humans can do. \n",
      "3. Driving a car requires the ability to operate the car's controls, which only humans can do. \n",
      "4. Therefore, a dog cannot drive a car.\n"
     ]
    }
   ],
   "source": [
    "from langchain.callbacks.streaming_stdout import StreamingStdOutCallbackHandler\n",
    "from langchain_community.llms import EdenAI\n",
    "\n",
    "llm = EdenAI(\n",
    "    callbacks=[StreamingStdOutCallbackHandler()],\n",
    "    feature=\"text\",\n",
    "    provider=\"openai\",\n",
    "    temperature=0.2,\n",
    "    max_tokens=250,\n",
    ")\n",
    "prompt = \"\"\"\n",
    "User: Answer the following yes/no question by reasoning step by step. Can a dog drive a car?\n",
    "Assistant:\n",
    "\"\"\"\n",
    "print(llm(prompt))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Chaining Calls"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "from langchain.chains import LLMChain, SimpleSequentialChain\n",
    "from langchain.prompts import PromptTemplate"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "llm = EdenAI(feature=\"text\", provider=\"openai\", temperature=0.2, max_tokens=250)\n",
    "text2image = EdenAI(feature=\"image\", provider=\"openai\", resolution=\"512x512\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "prompt = PromptTemplate(\n",
    "    input_variables=[\"product\"],\n",
    "    template=\"What is a good name for a company that makes {product}?\",\n",
    ")\n",
    "\n",
    "chain = LLMChain(llm=llm, prompt=prompt)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "second_prompt = PromptTemplate(\n",
    "    input_variables=[\"company_name\"],\n",
    "    template=\"Write a description of a logo for this company: {company_name}, the logo should not contain text at all \",\n",
    ")\n",
    "chain_two = LLMChain(llm=llm, prompt=second_prompt)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "third_prompt = PromptTemplate(\n",
    "    input_variables=[\"company_logo_description\"],\n",
    "    template=\"{company_logo_description}\",\n",
    ")\n",
    "chain_three = LLMChain(llm=text2image, prompt=third_prompt)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "\n",
      "\u001b[1m> Entering new SimpleSequentialChain chain...\u001b[0m\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\u001b[36;1m\u001b[1;3m\n",
      "\n",
      "Headwear Haven\u001b[0m\n",
      "\u001b[33;1m\u001b[1;3m. It should be a simple and modern design that conveys the idea of a safe and comfortable place to purchase headwear. The logo should feature a stylized image of a hat, with a warm and inviting color palette. The design should be eye-catching and memorable, and should evoke a sense of trust and reliability.\u001b[0m\n",
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      "\n",
      "\u001b[1m> Finished chain.\u001b[0m\n"
     ]
    }
   ],
   "source": [
    "# Run the chain specifying only the input variable for the first chain.\n",
    "overall_chain = SimpleSequentialChain(\n",
    "    chains=[chain, chain_two, chain_three], verbose=True\n",
    ")\n",
    "output = overall_chain.run(\"hats\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "# print the image\n",
    "print_base64_image(output)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.11"
  },
  "orig_nbformat": 4
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
